Cloud & AI: GCP Baremetal, MCP deployment, and LLM guard

Name: Cloud & AI: GCP Baremetal, MCP deployment, and LLM guard
Start: 2025-10-02T18:00:00+02:00
End: 2025-10-02T21:30:00+02:00
Location: Deutsche Bank Berlin Technology Centre

Deutsche Bank Berlin Technology Centre, Otto-Suhr-Allee 16, Berlin, 10585

GDG Berlin

NOTE: Due to the event being held at a bank-related facility, every attendees must provide a real name with identificati...

Oct 2, 4:00 – 7:30 PM (UTC)

149 RSVP'd

Key Themes

AICloudDevOps

About this event

NOTE: Due to the event being held at a bank-related facility, every attendees must provide a real name with identification document in order to enter the building. A separate form will be send to registered attendees on 2025.09.28 evening. 
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Join us for an exciting evening at Deutsche Bank! Where we will be talking cloud and some really interesting things you can do with it, and how to squeeze every last drop of it. And of course in 2025, we will also talk about AI and some more cool things you can do with it, from MCP deployment, to LLM.

Don't miss out on this chance to expand your knowledge and connect with like-minded individuals. Bring your queries, ideas, and passion for technology. Register now and be part of the cloud innovation conversation!

When

Thursday, October 2, 2025
4:00 PM – 7:30 PM (UTC)

Where

Deutsche Bank Berlin Technology Centre
Otto-Suhr-Allee 16
Berlin, 10585

Agenda

Door open
Welcoming
A Deeper Dive into CPU Limits, Requests, and Scheduling in Kubernetes and GDC Software Only on Bare Metal specifically	by Pavel Malyarevsky As enterprises adopt bare-metal cloud solutions, mastering resource management is critical to achieving performance and efficiency. Google Distributed Cloud (GDC) on Bare Metal offers powerful capabilities, but its nuances in CPU handling present unique challenges. How can teams ensure their applications get the resources they need without overprovisioning? This talk will provide a deep dive into the mechanics of CPU limits and requests within GDC. We will explore the current scheduling limitations, their real-world impact on application performance, and the key design decisions that can mitigate these challenges. Attendees will walk away with concrete implementation patterns, best practices for resource configuration, and a clear understanding of how to optimize their GDC deployments for maximum efficiency and reliability.
Break
Agents with MCPs - deployment	by Sonam Model context protocol is an easy way to provide your agent with tools and data through external servers. But how you can easily deploy it. This talk deals with what is MCP, plus what are the benefits of using it in your agent. Plus how you could deploy it easily.
Break
LLM Guard: Simulating AI-Driven Security Administration	by Fam Shihata LLM Guard is a security simulator designed to explore the capabilities and limitations of Large Language Models as network defenders. By placing an LLM in the role of a security administrator within a defined topology, the simulator tests how effectively it can detect threats, configure defenses, and respond to incidents. The project provides a sandbox for evaluating AI-driven security operations, benchmarking performance against human administrators, and uncovering both strengths and vulnerabilities of LLM-based defense strategies.
Networking

Speakers

Pavel Malyarevsky

Sonam

Articul8

GenerativeAI Evangelist

Fam Shihata

Deutsche Bahn

HPC & AI SW

Organizers

Abhinav Kulshreshtha

Organizer

See bio

Alex Mir

Kleinanzeigen

GDG Organizer

See bio

Emy Jamalian

Atlas Metrics

QA engineer

See bio

Louis Tsai

Zalando SE

GDG Organizer

See bio

manjula dube

Organizer

See bio

Mohamed Islem Ayari

CLOUDPILOTS Software and Consulting GmbH

Organizer

See bio

Shrinish Donde

GDG organiser

See bio

Contact Us

Cloud & AI: GCP Baremetal, MCP deployment, and LLM guard

Oct 2, 4:00 – 7:30 PM (UTC)

Key Themes

About this event

When

Where

Agenda

Speakers

Pavel Malyarevsky

Sonam

Fam Shihata

Organizers

Abhinav Kulshreshtha

Alex Mir

Emy Jamalian

Louis Tsai

manjula dube

Mohamed Islem Ayari

Shrinish Donde

Oct 2, 4:00 – 7:30 PM (UTC)